{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "39\n",
      "67.18.187.111\n",
      "207.171.178.6\n",
      "96.126.105.86\n",
      "74.120.8.2\n",
      "72.21.192.213\n",
      "198.55.111.5\n",
      "208.53.158.34\n",
      "45.56.105.98\n",
      "50.116.52.97\n",
      "173.71.69.90\n",
      "132.163.4.102\n",
      "204.9.54.119\n",
      "129.250.35.250\n",
      "131.107.13.100\n",
      "23.239.24.67\n",
      "45.79.109.111\n",
      "199.102.46.77\n",
      "129.250.35.251\n",
      "192.168.1.240\n",
      "209.133.217.165\n",
      "138.236.128.36\n",
      "72.249.38.88\n",
      "97.107.128.58\n",
      "206.108.0.132\n",
      "132.163.4.101\n",
      "162.213.2.253\n",
      "38.229.71.1\n",
      "104.236.52.16\n",
      "52.0.56.137\n",
      "198.38.16.1\n",
      "206.108.0.131\n",
      "208.75.89.4\n",
      "96.244.96.19\n",
      "129.6.15.30\n",
      "107.170.224.8\n",
      "204.11.201.12\n",
      "208.75.88.4\n",
      "71.252.219.43\n",
      "45.79.10.228\n"
     ]
    }
   ],
   "source": [
    "# 打开 amazon-echo-ntp.csv文件\n",
    "with open('E:\\\\Dev\\\\ntp-analysis\\\\amazon-echo-ntp.csv', 'r') as file:\n",
    "    # 读取文件内容\n",
    "    # 第一列是报文序号，第二列是时间戳，\n",
    "    # 第三列是源地址 192.168.1.240, 第四列是目的地址 有很多不同的。\n",
    "    # 第五列是协议类型 NTP\n",
    "    # 第六列是报文长度 90\n",
    "    # 第七列是信息 NTP V4, Client\n",
    "    # 我需要得到所有的唯一的目的地址。\n",
    "\n",
    "    # 创建一个空列表来存储目的地址\n",
    "    destination_addresses = []\n",
    "    \n",
    "    # 从第二行开始逐行读取文件内容\n",
    "    # 跳过第一行标题行\n",
    "    file.readline()\n",
    "    for line in file:\n",
    "        # 去除行尾的换行符\n",
    "        line = line.strip()\n",
    "        # 将每行内容按逗号分割\n",
    "        columns = line.split(',')\n",
    "        # 获取目的地址\n",
    "        destination_address = columns[3]\n",
    "        # 如果目的地址不在列表中，则添加到列表中\n",
    "        if destination_address not in destination_addresses:\n",
    "            destination_addresses.append(destination_address)\n",
    "\n",
    "    # 打印目的地址个数\n",
    "    print(len(destination_addresses))\n",
    "    \n",
    "    # 打印所有目的地址\n",
    "    for destination_address in destination_addresses:\n",
    "        print(destination_address)\n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "67.18.187.111: 178\n",
      "207.171.178.6: 3547\n",
      "96.126.105.86: 127\n",
      "74.120.8.2: 34\n",
      "72.21.192.213: 3749\n",
      "198.55.111.5: 149\n",
      "208.53.158.34: 126\n",
      "45.56.105.98: 158\n",
      "50.116.52.97: 134\n",
      "173.71.69.90: 569\n",
      "132.163.4.102: 149\n",
      "204.9.54.119: 132\n",
      "129.250.35.250: 104\n",
      "131.107.13.100: 656\n",
      "23.239.24.67: 79\n",
      "45.79.109.111: 130\n",
      "199.102.46.77: 242\n",
      "129.250.35.251: 86\n",
      "192.168.1.240: 8\n",
      "209.133.217.165: 4\n",
      "138.236.128.36: 4207\n",
      "72.249.38.88: 4\n",
      "97.107.128.58: 537\n",
      "206.108.0.132: 1078\n",
      "132.163.4.101: 1242\n",
      "162.213.2.253: 4\n",
      "38.229.71.1: 4\n",
      "104.236.52.16: 4\n",
      "52.0.56.137: 4\n",
      "198.38.16.1: 4204\n",
      "206.108.0.131: 330\n",
      "208.75.89.4: 1178\n",
      "96.244.96.19: 478\n",
      "129.6.15.30: 650\n",
      "107.170.224.8: 4346\n",
      "204.11.201.12: 562\n",
      "208.75.88.4: 476\n",
      "71.252.219.43: 446\n",
      "45.79.10.228: 365\n",
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     ]
    }
   ],
   "source": [
    "# 我想要查看destination_addresses中每个目的地址的相邻的报文的时间间隔\n",
    "\n",
    "with open('E:\\\\Dev\\\\ntp-analysis\\\\amazon-echo-ntp.csv', 'r') as file:\n",
    "    # 读取文件内容\n",
    "    # 第一列是报文序号，第二列是时间戳，\n",
    "    # 第三列是源地址 192.168.1.240, 第四列是目的地址 有很多不同的。\n",
    "    # 第五列是协议类型 NTP\n",
    "    # 第六列是报文长度 90\n",
    "    # 第七列是信息 NTP V4, Client\n",
    "    \n",
    "    \n",
    "    # 创建一个空字典来存储目的地址和报文数量\n",
    "    destination_address_counts = {}\n",
    "    destination_address_timestamps = {}\n",
    "    destination_address_gaps = {}\n",
    "\n",
    "    # 从第二行开始逐行读取文件内容\n",
    "    # 跳过第一行标题行\n",
    "    file.readline()\n",
    "    for line in file:\n",
    "        # 去除行尾的换行符\n",
    "        line = line.strip()\n",
    "        # 将每行内容按逗号分割\n",
    "        columns = line.split(',')\n",
    "        # 获取目的地址\n",
    "        destination_address = columns[3]\n",
    "        # 获取时间戳\n",
    "        timestamp = columns[1]\n",
    "\n",
    "        # 如果目的地址曾经出现过，就可以计算时间差\n",
    "        if destination_address in destination_address_timestamps:\n",
    "            # 获取上一次的时间戳\n",
    "            previous_timestamp = destination_address_timestamps[destination_address]\n",
    "            # 计算时间间隔\n",
    "            time_interval = float(timestamp) - previous_timestamp\n",
    "            # 更新时间间隔\n",
    "            destination_address_timestamps[destination_address] = float(timestamp)\n",
    "            # 将时间间隔添加到字典中\n",
    "            if destination_address in destination_address_gaps:\n",
    "                destination_address_gaps[destination_address].append(time_interval)\n",
    "            else:\n",
    "                destination_address_gaps[destination_address] = [time_interval]\n",
    "        else: # 如果不曾出现过，那么就先记录一下吧\n",
    "            # 添加目的地址和时间戳到字典中\n",
    "            destination_address_timestamps[destination_address] = float(timestamp)\n",
    "\n",
    "        # 增加目的地址的报文数量\n",
    "        if destination_address in destination_address_counts:\n",
    "            destination_address_counts[destination_address] += 1\n",
    "            \n",
    "        # 如果目的地址不在字典中，则添加目的地址和报文数量\n",
    "        else:\n",
    "            destination_address_counts[destination_address] = 1\n",
    "            \n",
    "    # 打印目的地址和报文数量\n",
    "    for destination_address, count in destination_address_counts.items():\n",
    "        print(f\"{destination_address}: {count}\")\n",
    "    \n",
    "    # 打印目的地址和时间间隔列表\n",
    "    for destination_address, intervals in destination_address_gaps.items():\n",
    "        print(f\"{destination_address}: {intervals}\")\n",
    "\n",
    "    \n",
    "\n",
    "\n",
    "        \n",
    "\n",
    "    \n",
    "    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "# 定义对时间间隔数组进行聚类分析的函数\n",
    "def cluster_time_intervals(all_gaps, verbose = False):\n",
    "    all_gaps_array = np.array(all_gaps)\n",
    "    all_gaps_array = all_gaps_array.reshape(-1, 1)\n",
    "    #print(all_gaps_array)\n",
    "    # 使用DBSCAN算法进行聚类\n",
    "    # 但是这里的eps和min_samples的参数我们不是很容易得到\n",
    "    # 如果没有很好的设置，就会导致聚类结果不理想\n",
    "    db = DBSCAN(eps=3, min_samples=3)\n",
    "    db.fit(all_gaps_array)\n",
    "\n",
    "    # 获取聚类结果\n",
    "    labels = db.labels_\n",
    "\n",
    "    # 打印聚类结果\n",
    "    if verbose:\n",
    "        print(labels)\n",
    "\n",
    "        # 将聚类label转换为字符串 一行显示10个在打印下一行\n",
    "        labels1 = [str(label) for label in labels]\n",
    "    \n",
    "        #十个为一组打印labels1\n",
    "        for i in range(0, len(labels1), 10):\n",
    "            print(labels1[i:i+10])\n",
    "\n",
    "    # 计算每个聚类的平均时间间隔\n",
    "    label_avg_dict = {}\n",
    "    for label in set(labels):\n",
    "        # 获取属于当前聚类的所有时间间隔\n",
    "        gaps_for_label = all_gaps_array[labels == label]\n",
    "        # 计算平均时间间隔\n",
    "        label_avg_dict[label] = np.mean(gaps_for_label)\n",
    "        \n",
    "        # 打印聚类和平均时间间隔\n",
    "        #print(f\"聚类 {label} 的平均时间间隔是 {label_avg_dict[label]}\")\n",
    "\n",
    "    # 打印每个聚类中样本的个数\n",
    "\n",
    "\n",
    "    # 每个聚类的最远点距离\n",
    "    label_max_dist_dict = {}\n",
    "\n",
    "    for label in set(labels):\n",
    "        # 获取属于当前聚类的所有时间间隔\n",
    "      \n",
    "        gaps_for_label = all_gaps_array[labels == label]\n",
    "        \n",
    "        # 计算最远点距离\n",
    "        label_max_dist_dict[label] = np.max(abs(gaps_for_label - label_avg_dict[label]))\n",
    "\n",
    "        # 打印的数字保留小数点后两位\n",
    "        \n",
    "        print(f\"[First Cluster]类别 {label} 一共包含样本{len(gaps_for_label)} 个， 中心{label_avg_dict[label]} 最远点距中心 {label_max_dist_dict[label]}, 误差{label_max_dist_dict[label]/label_avg_dict[label] * 100:.2f}\")\n",
    "        \n",
    "  \n",
    "    if verbose:\n",
    "        for i, label in enumerate(labels):\n",
    "            if label == -1:\n",
    "            # 打印噪声点\n",
    "                print(f\"时间间隔 {all_gaps[i]} 属于聚类 {label}, 平均时间间隔是{label_avg_dict[label]}\")\n",
    "    print(\"========\")\n",
    "    return labels, label_avg_dict, label_max_dist_dict\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [],
   "source": [
    "def validate_and_filter(gaps, labels, label_avg_dict, label_max_dist_dict):\n",
    "    # 针对labels中的每个类, 检查这个类别的下标列表，\n",
    "    # 例如检查类别3, 其中的每个实例的下标都要获取\n",
    "    # 检查每个间隔的下标的间隔\n",
    "    # 只有存在连续两个下标都小于3才能算是通过\n",
    "\n",
    "    newLabel = labels\n",
    "    for label in set(labels):\n",
    "        # 获取labels中属于当前聚类的所有下标\n",
    "        index_list = [i for i, x in enumerate(labels) if x == label]\n",
    "        \n",
    "        # 遍历 index_list, 如果有连续三个下标的间隔小于3，则保留\n",
    "        # 否则，继续\n",
    "        success = False\n",
    "        \n",
    "        \n",
    "        for i in range(1, len(index_list) - 2):\n",
    "            if index_list[i] - index_list[i-1] <= 3 and index_list[i+1] - index_list[i] <= 3 and index_list[i+2] - index_list[i+1] <= 3:\n",
    "                # 说明这个label可以保留，不用操作\n",
    "                success = True\n",
    "                continue\n",
    "        \n",
    "        # 如果这个label不能保留，则将这个label标记为-1\n",
    "        if not success:\n",
    "            newLabel[index_list] = -1\n",
    "    \n",
    "    # 打印过滤后的结果\n",
    "    for label in set(newLabel):\n",
    "        # 获取属于当前聚类的所有时间间隔\n",
    " \n",
    "        gaps_for_label_index = [i for i, x in enumerate(newLabel) if x == label]\n",
    "        \n",
    "        # 计算最远点距离\n",
    "        label_max_dist_dict[label] = np.max(abs([gaps[i] for i in gaps_for_label_index] - label_avg_dict[label]))\n",
    "\n",
    "        # 打印的数字保留小数点后两位\n",
    "\n",
    "        print(f\"[Second Filter]类别 {label} 一共包含样本{len(gaps_for_label_index)} 个， 中心{label_avg_dict[label]} 最远点距中心 {label_max_dist_dict[label]}, 误差{label_max_dist_dict[label]/label_avg_dict[label] * 100:.2f}\")\n",
    "   \n",
    "    print(\"======\")\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "以下是对 67.18.187.111 做的分析\n",
      "[First Cluster]类别 0 一共包含样本98 个， 中心52.3753145204081 最远点距中心 2.9034845204058684, 误差5.54\n",
      "[First Cluster]类别 1 一共包含样本48 个， 中心312.6506604583329 最远点距中心 16.21832954166979, 误差5.19\n",
      "[First Cluster]类别 2 一共包含样本3 个， 中心1.9999666666650835 最远点距中心 0.0005666666644781326, 误差0.03\n",
      "[First Cluster]类别 -1 一共包含样本28 个， 中心4404.616939000001 最远点距中心 12349.91486100001, 误差280.39\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本98 个， 中心52.3753145204081 最远点距中心 2.9034845204058684, 误差5.54\n",
      "[Second Filter]类别 1 一共包含样本48 个， 中心312.6506604583329 最远点距中心 16.21832954166979, 误差5.19\n",
      "[Second Filter]类别 -1 一共包含样本31 个， 中心4404.616939000001 最远点距中心 12349.91486100001, 误差280.39\n",
      "======\n",
      "以下是对 207.171.178.6 做的分析\n",
      "[First Cluster]类别 0 一共包含样本1894 个， 中心52.2108803775082 最远点距中心 6.668480377531573, 误差12.77\n",
      "[First Cluster]类别 1 一共包含样本22 个， 中心1409.200699863639 最远点距中心 7.513899863614142, 误差0.53\n",
      "[First Cluster]类别 2 一共包含样本984 个， 中心314.41097085366044 最远点距中心 15.601029146443864, 误差4.96\n",
      "[First Cluster]类别 3 一共包含样本16 个， 中心1515.1286168750264 最远点距中心 7.604616875050624, 误差0.50\n",
      "[First Cluster]类别 4 一共包含样本245 个， 中心1323.0847251673388 最远点距中心 74.97721483266082, 误差5.67\n",
      "[First Cluster]类别 5 一共包含样本125 个， 中心1459.6141651999972 最远点距中心 43.86183479991064, 误差3.01\n",
      "[First Cluster]类别 6 一共包含样本18 个， 中心1562.7735266666375 最远点距中心 11.06642666663788, 误差0.71\n",
      "[First Cluster]类别 7 一共包含样本3 个， 中心2579.986323333366 最远点距中心 1.9843233332708223, 误差0.08\n",
      "[First Cluster]类别 8 一共包含样本8 个， 中心1532.9480724999758 最远点距中心 5.700527499981035, 误差0.37\n",
      "[First Cluster]类别 9 一共包含样本10 个， 中心1255.995797999983 最远点距中心 4.401697999966473, 误差0.35\n",
      "[First Cluster]类别 10 一共包含样本4 个， 中心1908.4979850000018 最远点距中心 2.8646149999913177, 误差0.15\n",
      "[First Cluster]类别 11 一共包含样本4 个， 中心9.48015000000305 最远点距中心 0.8562499999970896, 误差9.03\n",
      "[First Cluster]类别 12 一共包含样本15 个， 中心24.9390866666683 最远点距中心 8.475213333335706, 误差33.98\n",
      "[First Cluster]类别 13 一共包含样本4 个， 中心2529.9271999999546 最远点距中心 2.403300000085437, 误差0.09\n",
      "[First Cluster]类别 14 一共包含样本10 个， 中心1921.3933700000139 最远点距中心 6.465369999941231, 误差0.34\n",
      "[First Cluster]类别 15 一共包含样本7 个， 中心1608.5323714285248 最远点距中心 4.313628571378331, 误差0.27\n",
      "[First Cluster]类别 16 一共包含样本3 个， 中心2536.6170000000275 最远点距中心 1.2409999998635612, 误差0.05\n",
      "[First Cluster]类别 17 一共包含样本4 个， 中心1594.2694249999768 最远点距中心 2.111875000031432, 误差0.13\n",
      "[First Cluster]类别 18 一共包含样本8 个， 中心1582.7469000000165 最远点距中心 5.415900000010879, 误差0.34\n",
      "[First Cluster]类别 19 一共包含样本3 个， 中心2201.93293333333 最远点距中心 0.6558666666969657, 误差0.03\n",
      "[First Cluster]类别 20 一共包含样本5 个， 中心2232.6522000000114 最远点距中心 3.232200000085868, 误差0.14\n",
      "[First Cluster]类别 21 一共包含样本8 个， 中心2223.084437500045 最远点距中心 2.339562500070315, 误差0.11\n",
      "[First Cluster]类别 22 一共包含样本3 个， 中心4484.599033333371 最远点距中心 1.8909666667359488, 误差0.04\n",
      "[First Cluster]类别 -1 一共包含样本143 个， 中心3738.0358741258733 最远点距中心 10268.089025874107, 误差274.69\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本1894 个， 中心52.2108803775082 最远点距中心 6.668480377531573, 误差12.77\n",
      "[Second Filter]类别 2 一共包含样本984 个， 中心314.41097085366044 最远点距中心 15.601029146443864, 误差4.96\n",
      "[Second Filter]类别 4 一共包含样本245 个， 中心1323.0847251673388 最远点距中心 74.97721483266082, 误差5.67\n",
      "[Second Filter]类别 11 一共包含样本4 个， 中心9.48015000000305 最远点距中心 0.8562499999970896, 误差9.03\n",
      "[Second Filter]类别 12 一共包含样本15 个， 中心24.9390866666683 最远点距中心 8.475213333335706, 误差33.98\n",
      "[Second Filter]类别 -1 一共包含样本404 个， 中心3738.0358741258733 最远点距中心 10268.089025874107, 误差274.69\n",
      "======\n",
      "以下是对 96.126.105.86 做的分析\n",
      "[First Cluster]类别 0 一共包含样本49 个， 中心313.33922430612233 最远点距中心 14.781055693876851, 误差4.72\n",
      "[First Cluster]类别 1 一共包含样本62 个， 中心52.28816295161316 最远点距中心 2.8703229516130904, 误差5.49\n",
      "[First Cluster]类别 -1 一共包含样本15 个， 中心8296.308992466666 最远点距中心 15363.346007533333, 误差185.18\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本49 个， 中心313.33922430612233 最远点距中心 14.781055693876851, 误差4.72\n",
      "[Second Filter]类别 1 一共包含样本62 个， 中心52.28816295161316 最远点距中心 2.8703229516130904, 误差5.49\n",
      "[Second Filter]类别 -1 一共包含样本15 个， 中心8296.308992466666 最远点距中心 15363.346007533333, 误差185.18\n",
      "======\n",
      "以下是对 74.120.8.2 做的分析\n",
      "[First Cluster]类别 0 一共包含样本13 个， 中心322.70250169230656 最远点距中心 5.849102692306587, 误差1.81\n",
      "[First Cluster]类别 1 一共包含样本5 个， 中心310.1122232000001 最远点距中心 2.0292532000001415, 误差0.65\n",
      "[First Cluster]类别 2 一共包含样本3 个， 中心302.5728663333346 最远点距中心 2.076333666665221, 误差0.69\n",
      "[First Cluster]类别 3 一共包含样本10 个， 中心52.19336999999941 最远点距中心 2.2566299999976778, 误差4.32\n",
      "[First Cluster]类别 -1 一共包含样本2 个， 中心55041.60554150001 最远点距中心 48341.2904415, 误差87.83\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本13 个， 中心322.70250169230656 最远点距中心 5.849102692306587, 误差1.81\n",
      "[Second Filter]类别 1 一共包含样本5 个， 中心310.1122232000001 最远点距中心 2.0292532000001415, 误差0.65\n",
      "[Second Filter]类别 3 一共包含样本10 个， 中心52.19336999999941 最远点距中心 2.2566299999976778, 误差4.32\n",
      "[Second Filter]类别 -1 一共包含样本5 个， 中心55041.60554150001 最远点距中心 54741.052141500004, 误差99.45\n",
      "======\n",
      "以下是对 72.21.192.213 做的分析\n",
      "[First Cluster]类别 0 一共包含样本1991 个， 中心52.17965379809114 最远点距中心 7.752053798095702, 误差14.86\n",
      "[First Cluster]类别 1 一共包含样本319 个， 中心1328.730827482757 最远点距中心 88.73617251742189, 误差6.68\n",
      "[First Cluster]类别 2 一共包含样本1084 个， 中心315.77972750922515 最远点距中心 16.25582750919591, 误差5.15\n",
      "[First Cluster]类别 3 一共包含样本64 个， 中心1448.9204907812573 最远点距中心 34.13350921874644, 误差2.36\n",
      "[First Cluster]类别 4 一共包含样本10 个， 中心1526.608462000033 最远点距中心 6.670638000010513, 误差0.44\n",
      "[First Cluster]类别 5 一共包含样本5 个， 中心2212.408297999944 最远点距中心 1.9331920000549871, 误差0.09\n",
      "[First Cluster]类别 6 一共包含样本9 个， 中心1593.7729299999928 最远点距中心 5.15424000000985, 误差0.32\n",
      "[First Cluster]类别 7 一共包含样本3 个， 中心1607.839913333395 最远点距中心 2.566086666796764, 误差0.16\n",
      "[First Cluster]类别 8 一共包含样本28 个， 中心1503.0844953571434 最远点距中心 15.470495357083792, 误差1.03\n",
      "[First Cluster]类别 9 一共包含样本3 个， 中心1563.2826766666792 最远点距中心 0.6503766666817228, 误差0.04\n",
      "[First Cluster]类别 10 一共包含样本10 个， 中心26.989689999999246 最远点距中心 2.744290000014008, 误差10.17\n",
      "[First Cluster]类别 11 一共包含样本5 个， 中心1540.8278599999671 最远点距中心 3.4251399999425303, 误差0.22\n",
      "[First Cluster]类别 12 一共包含样本4 个， 中心287.2402250000014 最远点距中心 2.978774999981397, 误差1.04\n",
      "[First Cluster]类别 13 一共包含样本3 个， 中心273.64796666666126 最远点距中心 1.4330666666695038, 误差0.52\n",
      "[First Cluster]类别 14 一共包含样本4 个， 中心184.74067499999364 最远点距中心 2.6068750000122236, 误差1.41\n",
      "[First Cluster]类别 15 一共包含样本8 个， 中心1923.022149999997 最远点距中心 3.833149999984016, 误差0.20\n",
      "[First Cluster]类别 16 一共包含样本3 个， 中心1943.7755666667265 最远点距中心 1.6874333332623337, 误差0.09\n",
      "[First Cluster]类别 17 一共包含样本4 个， 中心1616.3512250000058 最远点距中心 2.0247750000417, 误差0.13\n",
      "[First Cluster]类别 18 一共包含样本3 个， 中心1913.5048999999224 最远点距中心 1.7368999998823256, 误差0.09\n",
      "[First Cluster]类别 19 一共包含样本3 个， 中心1554.151999999963 最远点距中心 1.5759999999620504, 误差0.10\n",
      "[First Cluster]类别 20 一共包含样本5 个， 中心1583.2864599999623 最远点距中心 2.3385400000377103, 误差0.15\n",
      "[First Cluster]类别 21 一共包含样本4 个， 中心2549.2974000000395 最远点距中心 1.2384000001475215, 误差0.05\n",
      "[First Cluster]类别 22 一共包含样本6 个， 中心1931.8563499999775 最远点距中心 4.275650000005726, 误差0.22\n",
      "[First Cluster]类别 23 一共包含样本3 个， 中心2524.0779999999795 最远点距中心 1.5419999998994172, 误差0.06\n",
      "[First Cluster]类别 24 一共包含样本4 个， 中心2251.7739000000292 最远点距中心 3.190500000026077, 误差0.14\n",
      "[First Cluster]类别 -1 一共包含样本163 个， 中心3301.3459581227044 最远点距中心 7779.714041877119, 误差235.65\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本1991 个， 中心52.17965379809114 最远点距中心 7.752053798095702, 误差14.86\n",
      "[Second Filter]类别 1 一共包含样本319 个， 中心1328.730827482757 最远点距中心 88.73617251742189, 误差6.68\n",
      "[Second Filter]类别 2 一共包含样本1084 个， 中心315.77972750922515 最远点距中心 16.25582750919591, 误差5.15\n",
      "[Second Filter]类别 10 一共包含样本10 个， 中心26.989689999999246 最远点距中心 2.744290000014008, 误差10.17\n",
      "[Second Filter]类别 14 一共包含样本4 个， 中心184.74067499999364 最远点距中心 2.6068750000122236, 误差1.41\n",
      "[Second Filter]类别 -1 一共包含样本340 个， 中心3301.3459581227044 最远点距中心 7779.714041877119, 误差235.65\n",
      "======\n",
      "以下是对 198.55.111.5 做的分析\n",
      "[First Cluster]类别 0 一共包含样本69 个， 中心52.06762621739131 最远点距中心 2.8540762173909116, 误差5.48\n",
      "[First Cluster]类别 1 一共包含样本63 个， 中心314.6846284126989 最远点距中心 14.567371587294247, 误差4.63\n",
      "[First Cluster]类别 -1 一共包含样本16 个， 中心7396.023672062499 最远点距中心 4437.471707937501, 误差60.00\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本69 个， 中心52.06762621739131 最远点距中心 2.8540762173909116, 误差5.48\n",
      "[Second Filter]类别 1 一共包含样本63 个， 中心314.6846284126989 最远点距中心 14.567371587294247, 误差4.63\n",
      "[Second Filter]类别 -1 一共包含样本16 个， 中心7396.023672062499 最远点距中心 4437.471707937501, 误差60.00\n",
      "======\n",
      "以下是对 208.53.158.34 做的分析\n",
      "[First Cluster]类别 0 一共包含样本73 个， 中心52.20167624657534 最远点距中心 2.7245762465716368, 误差5.22\n",
      "[First Cluster]类别 1 一共包含样本36 个， 中心315.73172302777783 最远点距中心 13.80172697222116, 误差4.37\n",
      "[First Cluster]类别 -1 一共包含样本16 个， 中心6810.8882068125 最远点距中心 6789.565606812501, 误差99.69\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本73 个， 中心52.20167624657534 最远点距中心 2.7245762465716368, 误差5.22\n",
      "[Second Filter]类别 1 一共包含样本36 个， 中心315.73172302777783 最远点距中心 13.80172697222116, 误差4.37\n",
      "[Second Filter]类别 -1 一共包含样本16 个， 中心6810.8882068125 最远点距中心 6789.565606812501, 误差99.69\n",
      "======\n",
      "以下是对 45.56.105.98 做的分析\n",
      "[First Cluster]类别 0 一共包含样本60 个， 中心51.99699356666666 最远点距中心 2.5165364333298754, 误差4.84\n",
      "[First Cluster]类别 1 一共包含样本83 个， 中心315.20656927710843 最远点距中心 14.878640722896307, 误差4.72\n",
      "[First Cluster]类别 -1 一共包含样本14 个， 中心6948.6282252142855 最远点距中心 9483.659974785725, 误差136.48\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本60 个， 中心51.99699356666666 最远点距中心 2.5165364333298754, 误差4.84\n",
      "[Second Filter]类别 1 一共包含样本83 个， 中心315.20656927710843 最远点距中心 14.878640722896307, 误差4.72\n",
      "[Second Filter]类别 -1 一共包含样本14 个， 中心6948.6282252142855 最远点距中心 9483.659974785725, 误差136.48\n",
      "======\n",
      "以下是对 50.116.52.97 做的分析\n",
      "[First Cluster]类别 0 一共包含样本89 个， 中心52.28368408988789 最远点距中心 2.2165059101182223, 误差4.24\n",
      "[First Cluster]类别 1 一共包含样本12 个， 中心307.25032741666485 最远点距中心 6.733124416664964, 误差2.19\n",
      "[First Cluster]类别 2 一共包含样本3 个， 中心322.43610666666547 最远点距中心 0.80749333333614, 误差0.25\n",
      "[First Cluster]类别 -1 一共包含样本29 个， 中心3979.8528631379313 最远点距中心 5478.80908686207, 误差137.66\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本89 个， 中心52.28368408988789 最远点距中心 2.2165059101182223, 误差4.24\n",
      "[Second Filter]类别 -1 一共包含样本44 个， 中心3979.8528631379313 最远点距中心 5478.80908686207, 误差137.66\n",
      "======\n",
      "以下是对 173.71.69.90 做的分析\n",
      "[First Cluster]类别 0 一共包含样本297 个， 中心52.22953325252675 最远点距中心 2.741333252505143, 误差5.25\n",
      "[First Cluster]类别 1 一共包含样本180 个， 中心314.41495270000064 最远点距中心 15.221047299997963, 误差4.84\n",
      "[First Cluster]类别 -1 一共包含样本91 个， 中心17550.46220753845 最远点距中心 64412.548792461486, 误差367.01\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本297 个， 中心52.22953325252675 最远点距中心 2.741333252505143, 误差5.25\n",
      "[Second Filter]类别 1 一共包含样本180 个， 中心314.41495270000064 最远点距中心 15.221047299997963, 误差4.84\n",
      "[Second Filter]类别 -1 一共包含样本91 个， 中心17550.46220753845 最远点距中心 64412.548792461486, 误差367.01\n",
      "======\n",
      "以下是对 132.163.4.102 做的分析\n",
      "[First Cluster]类别 0 一共包含样本63 个， 中心52.11384504761923 最远点距中心 2.7060350476195296, 误差5.19\n",
      "[First Cluster]类别 1 一共包含样本71 个， 中心314.9886619014083 最远点距中心 13.097438098592136, 误差4.16\n",
      "[First Cluster]类别 -1 一共包含样本14 个， 中心7584.4989625 最远点距中心 10322.491427500006, 误差136.10\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本63 个， 中心52.11384504761923 最远点距中心 2.7060350476195296, 误差5.19\n",
      "[Second Filter]类别 1 一共包含样本71 个， 中心314.9886619014083 最远点距中心 13.097438098592136, 误差4.16\n",
      "[Second Filter]类别 -1 一共包含样本14 个， 中心7584.4989625 最远点距中心 10322.491427500006, 误差136.10\n",
      "======\n",
      "以下是对 204.9.54.119 做的分析\n",
      "[First Cluster]类别 0 一共包含样本88 个， 中心52.0338485340912 最远点距中心 2.6769514659095464, 误差5.14\n",
      "[First Cluster]类别 1 一共包含样本9 个， 中心306.0561911111104 最远点距中心 4.126631111106292, 误差1.35\n",
      "[First Cluster]类别 2 一共包含样本3 个， 中心325.3141300000013 最远点距中心 1.2800900000026445, 误差0.39\n",
      "[First Cluster]类别 3 一共包含样本4 个， 中心316.69426499999645 最远点距中心 3.6104249999971216, 误差1.14\n",
      "[First Cluster]类别 -1 一共包含样本27 个， 中心4249.563141074073 最远点距中心 6892.286898925924, 误差162.19\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本88 个， 中心52.0338485340912 最远点距中心 2.6769514659095464, 误差5.14\n",
      "[Second Filter]类别 -1 一共包含样本43 个， 中心4249.563141074073 最远点距中心 6892.286898925924, 误差162.19\n",
      "======\n",
      "以下是对 129.250.35.250 做的分析\n",
      "[First Cluster]类别 0 一共包含样本56 个， 中心52.194972910714355 最远点距中心 2.766842910714118, 误差5.30\n",
      "[First Cluster]类别 1 一共包含样本17 个， 中心309.66672529411795 最远点距中心 6.167314705883598, 误差1.99\n",
      "[First Cluster]类别 2 一共包含样本14 个， 中心323.19979785714287 最远点距中心 5.969432142858466, 误差1.85\n",
      "[First Cluster]类别 -1 一共包含样本16 个， 中心6901.5189125625 最远点距中心 6601.548052562501, 误差95.65\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本56 个， 中心52.194972910714355 最远点距中心 2.766842910714118, 误差5.30\n",
      "[Second Filter]类别 1 一共包含样本17 个， 中心309.66672529411795 最远点距中心 6.167314705883598, 误差1.99\n",
      "[Second Filter]类别 -1 一共包含样本30 个， 中心6901.5189125625 最远点距中心 6601.548052562501, 误差95.65\n",
      "======\n",
      "以下是对 131.107.13.100 做的分析\n",
      "[First Cluster]类别 0 一共包含样本341 个， 中心52.24045205571994 最远点距中心 2.7847320557218325, 误差5.33\n",
      "[First Cluster]类别 1 一共包含样本209 个， 中心314.82481846889954 最远点距中心 15.206181531292316, 误差4.83\n",
      "[First Cluster]类别 2 一共包含样本3 个， 中心2992.3746333333597 最远点距中心 1.162633333301983, 误差0.04\n",
      "[First Cluster]类别 3 一共包含样本3 个， 中心1.9989333333311758 最远点距中心 0.0018333333233992999, 误差0.09\n",
      "[First Cluster]类别 -1 一共包含样本99 个， 中心15887.36059744444 最远点距中心 65889.13250255553, 误差414.73\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本341 个， 中心52.24045205571994 最远点距中心 2.7847320557218325, 误差5.33\n",
      "[Second Filter]类别 1 一共包含样本209 个， 中心314.82481846889954 最远点距中心 15.206181531292316, 误差4.83\n",
      "[Second Filter]类别 -1 一共包含样本105 个， 中心15887.36059744444 最远点距中心 65889.13250255553, 误差414.73\n",
      "======\n",
      "以下是对 23.239.24.67 做的分析\n",
      "[First Cluster]类别 0 一共包含样本43 个， 中心52.39338995348826 最远点距中心 2.2662100465107855, 误差4.33\n",
      "[First Cluster]类别 1 一共包含样本4 个， 中心323.4301074999985 最远点距中心 1.955187499997919, 误差0.60\n",
      "[First Cluster]类别 2 一共包含样本12 个， 中心306.87650750000165 最远点距中心 7.250362499998403, 误差2.36\n",
      "[First Cluster]类别 -1 一共包含样本19 个， 中心6094.0855788947365 最远点距中心 5943.181290105264, 误差97.52\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本43 个， 中心52.39338995348826 最远点距中心 2.2662100465107855, 误差4.33\n",
      "[Second Filter]类别 2 一共包含样本12 个， 中心306.87650750000165 最远点距中心 7.250362499998403, 误差2.36\n",
      "[Second Filter]类别 -1 一共包含样本23 个， 中心6094.0855788947365 最远点距中心 5943.181290105264, 误差97.52\n",
      "======\n",
      "以下是对 45.79.109.111 做的分析\n",
      "[First Cluster]类别 0 一共包含样本18 个， 中心51.97207722222255 最远点距中心 2.2504227777809405, 误差4.33\n",
      "[First Cluster]类别 1 一共包含样本109 个， 中心314.62950298165134 最远点距中心 15.43791701834806, 误差4.91\n",
      "[First Cluster]类别 -1 一共包含样本2 个， 中心42255.598295 最远点距中心 36290.93419500001, 误差85.88\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本18 个， 中心51.97207722222255 最远点距中心 2.2504227777809405, 误差4.33\n",
      "[Second Filter]类别 1 一共包含样本109 个， 中心314.62950298165134 最远点距中心 15.43791701834806, 误差4.91\n",
      "[Second Filter]类别 -1 一共包含样本2 个， 中心42255.598295 最远点距中心 36290.93419500001, 误差85.88\n",
      "======\n",
      "以下是对 199.102.46.77 做的分析\n",
      "[First Cluster]类别 0 一共包含样本12 个， 中心52.87572166666602 最远点距中心 2.625961666659954, 误差4.97\n",
      "[First Cluster]类别 1 一共包含样本227 个， 中心315.25060797356826 最远点距中心 15.276947973564972, 误差4.85\n",
      "[First Cluster]类别 -1 一共包含样本2 个， 中心11830.387000000002 最远点距中心 1351.6687999999995, 误差11.43\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本12 个， 中心52.87572166666602 最远点距中心 2.625961666659954, 误差4.97\n",
      "[Second Filter]类别 1 一共包含样本227 个， 中心315.25060797356826 最远点距中心 15.276947973564972, 误差4.85\n",
      "[Second Filter]类别 -1 一共包含样本2 个， 中心11830.387000000002 最远点距中心 1351.6687999999995, 误差11.43\n",
      "======\n",
      "以下是对 129.250.35.251 做的分析\n",
      "[First Cluster]类别 0 一共包含样本18 个， 中心52.34719999999894 最远点距中心 2.901300000007417, 误差5.54\n",
      "[First Cluster]类别 1 一共包含样本65 个， 中心314.67571692307695 最远点距中心 14.414716923078345, 误差4.58\n",
      "[First Cluster]类别 -1 一共包含样本2 个， 中心9483.496200000001 最远点距中心 3698.7713000000003, 误差39.00\n",
      "========\n",
      "[Second Filter]类别 0 一共包含样本18 个， 中心52.34719999999894 最远点距中心 2.901300000007417, 误差5.54\n",
      "[Second Filter]类别 1 一共包含样本65 个， 中心314.67571692307695 最远点距中心 14.414716923078345, 误差4.58\n",
      "[Second Filter]类别 -1 一共包含样本2 个， 中心9483.496200000001 最远点距中心 3698.7713000000003, 误差39.00\n",
      "======\n",
      "以下是对 192.168.1.240 做的分析\n",
      "[First Cluster]类别 -1 一共包含样本7 个， 中心95.6971000000007 最远点距中心 239.4027999999858, 误差250.17\n",
      "========\n",
      "[Second Filter]类别 -1 一共包含样本7 个， 中心95.6971000000007 最远点距中心 239.4027999999858, 误差250.17\n",
      "======\n",
      "以下是对 209.133.217.165 做的分析\n",
      "[First Cluster]类别 0 一共包含样本3 个， 中心2.199866666671975 最远点距中心 0.0005333333295616249, 误差0.02\n",
      "========\n"
     ]
    },
    {
     "ename": "KeyError",
     "evalue": "-1",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[203], line 19\u001b[0m\n\u001b[0;32m     17\u001b[0m     labels, label_avg_dict, label_max_dist_dict \u001b[38;5;241m=\u001b[39m cluster_time_intervals(intervals)\n\u001b[0;32m     18\u001b[0m     \u001b[38;5;66;03m# 经过过滤\u001b[39;00m\n\u001b[1;32m---> 19\u001b[0m     \u001b[43mvalidate_and_filter\u001b[49m\u001b[43m(\u001b[49m\u001b[43mintervals\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel_avg_dict\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mlabel_max_dist_dict\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     21\u001b[0m \u001b[38;5;66;03m# DBSCAN 很有可能在聚类的时候, 聚类簇过多，需要检查一个类是否前后是否重复出现\u001b[39;00m\n",
      "Cell \u001b[1;32mIn[202], line 34\u001b[0m, in \u001b[0;36mvalidate_and_filter\u001b[1;34m(gaps, labels, label_avg_dict, label_max_dist_dict)\u001b[0m\n\u001b[0;32m     31\u001b[0m gaps_for_label_index \u001b[38;5;241m=\u001b[39m [i \u001b[38;5;28;01mfor\u001b[39;00m i, x \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(newLabel) \u001b[38;5;28;01mif\u001b[39;00m x \u001b[38;5;241m==\u001b[39m label]\n\u001b[0;32m     33\u001b[0m \u001b[38;5;66;03m# 计算最远点距离\u001b[39;00m\n\u001b[1;32m---> 34\u001b[0m label_max_dist_dict[label] \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mmax(\u001b[38;5;28mabs\u001b[39m([gaps[i] \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m gaps_for_label_index] \u001b[38;5;241m-\u001b[39m \u001b[43mlabel_avg_dict\u001b[49m\u001b[43m[\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m]\u001b[49m))\n\u001b[0;32m     36\u001b[0m \u001b[38;5;66;03m# 打印的数字保留小数点后两位\u001b[39;00m\n\u001b[0;32m     38\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m[Second Filter]类别 \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabel\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m 一共包含样本\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mlen\u001b[39m(gaps_for_label_index)\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m 个， 中心\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabel_avg_dict[label]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m 最远点距中心 \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabel_max_dist_dict[label]\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m, 误差\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mlabel_max_dist_dict[label]\u001b[38;5;241m/\u001b[39mlabel_avg_dict[label]\u001b[38;5;250m \u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;250m \u001b[39m\u001b[38;5;241m100\u001b[39m\u001b[38;5;132;01m:\u001b[39;00m\u001b[38;5;124m.2f\u001b[39m\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n",
      "\u001b[1;31mKeyError\u001b[0m: -1"
     ]
    }
   ],
   "source": [
    "# 现在我有了目的地址和时间间隔列表\n",
    "# 我需要将all_gaps时间间隔列表中的时间间隔做聚类，因为很多时间间隔是相似的\n",
    "# 但是我希望聚类的时候无需指定聚类个数 DBSCAN算法\n",
    "\n",
    "import numpy as np\n",
    "from sklearn.cluster import DBSCAN\n",
    "\n",
    "# 创建一个空的numpy数组来存储所有的时间间隔列表\n",
    "# ip = '207.171.178.6'\n",
    "# all_gaps = destination_address_gaps[ip]\n",
    "# cluster_time_intervals(all_gaps)\n",
    "\n",
    "for destination_address, intervals in destination_address_gaps.items():\n",
    "    print(f\"以下是对 {destination_address} 做的分析\")\n",
    "    # 将时间间隔列表转换为numpy数组\n",
    "    labels, label_avg_dict, label_max_dist_dict = cluster_time_intervals(intervals)\n",
    "    # 经过过滤\n",
    "    validate_and_filter(intervals, labels, label_avg_dict, label_max_dist_dict)\n",
    "    \n",
    "# DBSCAN 很有可能在聚类的时候, 聚类簇过多，需要检查一个类是否前后是否重复出现\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 在完成聚类之后，就可以发现离群点，我们可以根据离群点，对原始的样本进行进一步分类\n",
    "# 因为离群的很大的时间间隔就代表着是明显的区分\n",
    "# 并且从一个周期跳跃到另一个周期也是明显的区分\n",
    "# 据此，我们可以进行下一步分类\n",
    "# 这个事情就留到明天吧！\n",
    "\n",
    "# 第一步的DBSCAN应该适当宽松，使得类型更多\n",
    "# 第二步检查分好类的样本，如果发现有明显的时间间隔跳跃，就进行进一步的分类\n",
    "# 具体的操作如下\n",
    "# 间隔过大的不利于在短样本中发现，因此对于本方法价值不大\n",
    "# 但是间隔过大的可能是IP地址的切换周期，也不可一棍子打死\n",
    "# 前后5个中出现3个同类\n",
    "\n",
    "\n"
   ]
  }
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